Energy management using non-intrusive load monitoring techniques–State-of-the-art and future research directions
R Gopinath, M Kumar, CPC Joshua… - Sustainable Cities and …, 2020 - Elsevier
In recent years, the development of smart sustainable cities has become the primary focus
among urban planners and policy makers to make responsible use of resources, conserve …
among urban planners and policy makers to make responsible use of resources, conserve …
A review of wireless-sensor-network-enabled building energy management systems
Reducing energy consumption within buildings has been an active area of research in the
past decade; more recently, there has been an increased influx of activity, motivated by a …
past decade; more recently, there has been an increased influx of activity, motivated by a …
Non-intrusive load monitoring approaches for disaggregated energy sensing: A survey
Appliance Load Monitoring (ALM) is essential for energy management solutions, allowing
them to obtain appliance-specific energy consumption statistics that can further be used to …
them to obtain appliance-specific energy consumption statistics that can further be used to …
NILMTK: An open source toolkit for non-intrusive load monitoring
Non-intrusive load monitoring, or energy disaggregation, aims to separate household
energy consumption data collected from a single point of measurement into appliance-level …
energy consumption data collected from a single point of measurement into appliance-level …
A survey on intrusive load monitoring for appliance recognition
Electricity load monitoring of appliances has become an important task considering the
recent economic and ecological trends. In this game, machine learning has an important …
recent economic and ecological trends. In this game, machine learning has an important …
Data analytics for energy disaggregation: Methods and applications
Chapter Overview Energy disaggregation, or nonintrusive load monitoring (NILM), aims at
estimating the power demand of individual appliances from a household's aggregate …
estimating the power demand of individual appliances from a household's aggregate …
A literature survey on measuring energy usage for miscellaneous electric loads in offices and commercial buildings
This paper presents the current state of the art regarding work performed related to the
electric energy consumption for Information and Communication Technologies (ICTs) and …
electric energy consumption for Information and Communication Technologies (ICTs) and …
An energy estimation framework for event-based methods in non-intrusive load monitoring
Abstract Non-Intrusive Load Monitoring (NILM) is a set of techniques used to estimate the
electricity consumed by individual appliances in a building from measurements of the total …
electricity consumed by individual appliances in a building from measurements of the total …
Contactless sensing of appliance state transitions through variations in electromagnetic fields
A Rowe, M Berges, R Rajkumar - … of the 2nd ACM workshop on …, 2010 - dl.acm.org
Non-Intrusive Load Monitoring (NILM) is a promising technique for disaggregating per-
appliance energy consumption in buildings from aggregate voltage/current measurements …
appliance energy consumption in buildings from aggregate voltage/current measurements …
An unsupervised hierarchical clustering based heuristic algorithm for facilitated training of electricity consumption disaggregation systems
Provision of training data sets is one of the core requirements for event-based supervised
NILM (Non-Intrusive Load Monitoring) algorithms. Due to diversity in appliances' …
NILM (Non-Intrusive Load Monitoring) algorithms. Due to diversity in appliances' …